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Frank Drewes

2 accepted papers

2021

Bridging Perception, Memory, and Inference through Semantic Relations

EMNLP 2021main

There is a growing consensus that surface form alone does not enable models to learn meaning and gain language understanding. This warrants an interest in hybrid systems that combine the strengths of neural and symbolic methods. We favour triadic systems consisting of neural networks, knowledge base…

2020

Probing Multimodal Embeddings for Linguistic Properties: the Visual-Semantic Case

COLING 2020main

Semantic embeddings have advanced the state of the art for countless natural language processing tasks, and various extensions to multimodal domains, such as visual-semantic embeddings, have been proposed. While the power of visual-semantic embeddings comes from the distillation and enrichment of in…